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      <news:title>arXiv: Structured Authority Injection: Persistent Human Control for LLM Agents via Typed MCP Overrides</news:title>
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      <news:title>arXiv: Rethinking User Encoders: Routing Diffusion States for Scenario-Adaptive User Representation</news:title>
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      <news:title>arXiv: ECHOES: Seeing Beyond the Current Image via Recursive History Compression and Privileged On-Policy Distillation</news:title>
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      <news:title>arXiv: The World Won't Wait: Evaluating and Teaching Agents Under a Live Clock</news:title>
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      <news:title>arXiv: Evaluating Model Capabilities After Benchmark Saturation</news:title>
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      <news:title>arXiv: Value-Informed Schedule Trimming for Accelerated Sequential Monte Carlo Guidance in Discrete Diffusion</news:title>
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      <news:title>arXiv: AlphaDiana: A Measurement System for Agents in Verifiable Reasoning Tasks</news:title>
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      </news:publication>
      <news:publication_date>2026-10-16</news:publication_date>
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        <news:language>en</news:language>
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      <news:publication_date>2026-10-16</news:publication_date>
      <news:title>arXiv: Correction Training for Diffusion Models</news:title>
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        <news:language>en</news:language>
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      <news:publication_date>2026-10-16</news:publication_date>
      <news:title>arXiv: Long-Horizon-Terminal-Bench 2.0: Automating Diverse Task Construction and Measuring Sustained Agent Progress</news:title>
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        <news:language>en</news:language>
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        <news:language>en</news:language>
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